mirror of
https://github.com/1Panel-dev/MaxKB.git
synced 2025-12-26 10:12:51 +00:00
431 lines
17 KiB
Python
431 lines
17 KiB
Python
import io
|
||
import zipfile
|
||
from enum import Enum
|
||
|
||
import uuid_utils.compat as uuid
|
||
from django.contrib.postgres.fields import ArrayField
|
||
from django.contrib.postgres.search import SearchVectorField
|
||
from django.db import models
|
||
from django.db.models import QuerySet
|
||
from django.db.models.signals import pre_delete
|
||
from django.dispatch import receiver
|
||
from mptt.fields import TreeForeignKey
|
||
from mptt.models import MPTTModel
|
||
|
||
from common.db.sql_execute import select_one
|
||
from common.mixins.app_model_mixin import AppModelMixin
|
||
from common.utils.common import get_sha256_hash
|
||
from models_provider.models import Model
|
||
from users.models import User
|
||
|
||
|
||
class KnowledgeType(models.IntegerChoices):
|
||
BASE = 0, '通用类型'
|
||
WEB = 1, 'web站点类型'
|
||
LARK = 2, '飞书类型'
|
||
YUQUE = 3, '语雀类型'
|
||
WORKFLOW = 4, '工作流类型'
|
||
|
||
|
||
class TaskType(Enum):
|
||
# 向量
|
||
EMBEDDING = 1
|
||
# 生成问题
|
||
GENERATE_PROBLEM = 2
|
||
# 同步
|
||
SYNC = 3
|
||
|
||
|
||
class State(Enum):
|
||
# 等待
|
||
PENDING = '0'
|
||
# 执行中
|
||
STARTED = '1'
|
||
# 成功
|
||
SUCCESS = '2'
|
||
# 失败
|
||
FAILURE = '3'
|
||
# 取消任务
|
||
REVOKE = '4'
|
||
# 取消成功
|
||
REVOKED = '5'
|
||
# 忽略
|
||
IGNORED = 'n'
|
||
|
||
|
||
class KnowledgeScope(models.TextChoices):
|
||
SHARED = "SHARED", '共享'
|
||
WORKSPACE = "WORKSPACE", "工作空间可用"
|
||
|
||
|
||
class HitHandlingMethod(models.TextChoices):
|
||
optimization = 'optimization', '模型优化'
|
||
directly_return = 'directly_return', '直接返回'
|
||
|
||
|
||
class Status:
|
||
type_cls = TaskType
|
||
state_cls = State
|
||
|
||
def __init__(self, status: str = None):
|
||
self.task_status = {}
|
||
status_list = list(status[::-1] if status is not None else '')
|
||
for _type in self.type_cls:
|
||
index = _type.value - 1
|
||
_state = self.state_cls(status_list[index] if len(status_list) > index else 'n')
|
||
self.task_status[_type] = _state
|
||
|
||
@staticmethod
|
||
def of(status: str):
|
||
return Status(status)
|
||
|
||
def __str__(self):
|
||
result = []
|
||
for _type in sorted(self.type_cls, key=lambda item: item.value, reverse=True):
|
||
result.insert(len(self.type_cls) - _type.value, self.task_status[_type].value)
|
||
return ''.join(result)
|
||
|
||
def __setitem__(self, key, value):
|
||
self.task_status[key] = value
|
||
|
||
def __getitem__(self, item):
|
||
return self.task_status[item]
|
||
|
||
def update_status(self, task_type: TaskType, state: State):
|
||
self.task_status[task_type] = state
|
||
|
||
|
||
def default_status_meta():
|
||
return {"state_time": {}}
|
||
|
||
|
||
class KnowledgeFolder(MPTTModel, AppModelMixin):
|
||
id = models.CharField(primary_key=True, max_length=64, editable=False, verbose_name="主键id")
|
||
name = models.CharField(max_length=64, verbose_name="文件夹名称", db_index=True)
|
||
desc = models.CharField(max_length=200, null=True, blank=True, verbose_name="描述")
|
||
user = models.ForeignKey(User, on_delete=models.SET_NULL, db_constraint=False, blank=True, null=True)
|
||
workspace_id = models.CharField(max_length=64, verbose_name="工作空间id", default="default", db_index=True)
|
||
parent = TreeForeignKey('self', on_delete=models.DO_NOTHING, null=True, blank=True, related_name='children')
|
||
|
||
class Meta:
|
||
db_table = "knowledge_folder"
|
||
|
||
class MPTTMeta:
|
||
order_insertion_by = ['name']
|
||
|
||
|
||
class Knowledge(AppModelMixin):
|
||
"""
|
||
知识库表
|
||
"""
|
||
id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid7, editable=False, verbose_name="主键id")
|
||
name = models.CharField(max_length=150, verbose_name="知识库名称", db_index=True)
|
||
workspace_id = models.CharField(max_length=64, verbose_name="工作空间id", default="default", db_index=True)
|
||
desc = models.CharField(max_length=256, verbose_name="描述")
|
||
user = models.ForeignKey(User, on_delete=models.SET_NULL, db_constraint=False, blank=True, null=True)
|
||
type = models.IntegerField(verbose_name='类型', choices=KnowledgeType.choices, default=KnowledgeType.BASE,
|
||
db_index=True)
|
||
scope = models.CharField(max_length=20, verbose_name='可用范围', choices=KnowledgeScope.choices,
|
||
default=KnowledgeScope.WORKSPACE, db_index=True)
|
||
folder = models.ForeignKey(KnowledgeFolder, on_delete=models.DO_NOTHING, verbose_name="文件夹id", default='default')
|
||
embedding_model = models.ForeignKey(Model, on_delete=models.SET_NULL, db_constraint=False, blank=True, null=True)
|
||
file_size_limit = models.IntegerField(verbose_name="文件大小限制", default=100)
|
||
file_count_limit = models.IntegerField(verbose_name="文件数量限制", default=50)
|
||
meta = models.JSONField(verbose_name="元数据", default=dict)
|
||
|
||
class Meta:
|
||
db_table = "knowledge"
|
||
|
||
|
||
class KnowledgeWorkflow(AppModelMixin):
|
||
"""
|
||
知识库工作流表
|
||
"""
|
||
id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid7, editable=False, verbose_name="主键id")
|
||
knowledge = models.OneToOneField(Knowledge, on_delete=models.CASCADE, verbose_name="知识库",
|
||
db_constraint=False, related_name='workflow')
|
||
workspace_id = models.CharField(max_length=64, verbose_name="工作空间id", default="default", db_index=True)
|
||
work_flow = models.JSONField(verbose_name="工作流数据", default=dict)
|
||
is_publish = models.BooleanField(verbose_name="是否发布", default=False, db_index=True)
|
||
publish_time = models.DateTimeField(verbose_name="发布时间", null=True, blank=True)
|
||
|
||
class Meta:
|
||
db_table = "knowledge_workflow"
|
||
|
||
|
||
class KnowledgeWorkflowVersion(AppModelMixin):
|
||
"""
|
||
知识库工作流版本表 - 记录工作流历史版本
|
||
"""
|
||
id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid7, editable=False, verbose_name="主键id")
|
||
knowledge = models.ForeignKey(Knowledge, on_delete=models.CASCADE, verbose_name="知识库", db_constraint=False)
|
||
workspace_id = models.CharField(max_length=64, verbose_name="工作空间id", default="default", db_index=True)
|
||
name = models.CharField(verbose_name="版本名称", max_length=128, default="")
|
||
work_flow = models.JSONField(verbose_name="工作流数据", default=dict)
|
||
publish_user_id = models.UUIDField(verbose_name="发布者id", max_length=128, default=None, null=True)
|
||
publish_user_name = models.CharField(verbose_name="发布者名称", max_length=128, default="")
|
||
|
||
class Meta:
|
||
db_table = "knowledge_workflow_version"
|
||
|
||
|
||
def get_default_status():
|
||
return Status('').__str__()
|
||
|
||
|
||
class Document(AppModelMixin):
|
||
"""
|
||
文档表
|
||
"""
|
||
id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid7, editable=False, verbose_name="主键id")
|
||
knowledge = models.ForeignKey(Knowledge, on_delete=models.DO_NOTHING, verbose_name="知识库id")
|
||
name = models.CharField(max_length=150, verbose_name="文档名称", db_index=True)
|
||
char_length = models.IntegerField(verbose_name="文档字符数 冗余字段")
|
||
status = models.CharField(verbose_name='状态', max_length=20, default=get_default_status, db_index=True)
|
||
status_meta = models.JSONField(verbose_name="状态统计数据", default=default_status_meta)
|
||
is_active = models.BooleanField(default=True, db_index=True)
|
||
type = models.IntegerField(verbose_name='类型', choices=KnowledgeType.choices, default=KnowledgeType.BASE,
|
||
db_index=True)
|
||
hit_handling_method = models.CharField(verbose_name='命中处理方式', max_length=20,
|
||
choices=HitHandlingMethod.choices,
|
||
default=HitHandlingMethod.optimization)
|
||
directly_return_similarity = models.FloatField(verbose_name='直接回答相似度', default=0.9)
|
||
|
||
meta = models.JSONField(verbose_name="元数据", default=dict)
|
||
|
||
class Meta:
|
||
db_table = "document"
|
||
|
||
|
||
class Tag(AppModelMixin):
|
||
"""
|
||
标签表 - 存储标签的key-value定义
|
||
"""
|
||
id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid7, editable=False, verbose_name="主键id")
|
||
knowledge = models.ForeignKey(Knowledge, on_delete=models.DO_NOTHING, verbose_name="知识库", db_constraint=False)
|
||
key = models.CharField(max_length=64, verbose_name="标签键", db_index=True)
|
||
value = models.CharField(max_length=128, verbose_name="标签值", db_index=True)
|
||
|
||
class Meta:
|
||
db_table = "tag"
|
||
unique_together = [['knowledge', 'key', 'value']] # 在同一知识库内key-value组合唯一
|
||
indexes = [
|
||
models.Index(fields=['knowledge', 'key']),
|
||
]
|
||
|
||
|
||
class DocumentTag(AppModelMixin):
|
||
"""
|
||
文档标签关联表
|
||
"""
|
||
id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid7, editable=False, verbose_name="主键id")
|
||
document = models.ForeignKey(Document, on_delete=models.DO_NOTHING, verbose_name="文档", db_constraint=False)
|
||
tag = models.ForeignKey(Tag, on_delete=models.DO_NOTHING, verbose_name="标签", db_constraint=False)
|
||
|
||
class Meta:
|
||
db_table = "document_tag"
|
||
unique_together = [['document', 'tag']] # 文档和标签的组合唯一
|
||
|
||
|
||
class Paragraph(AppModelMixin):
|
||
"""
|
||
段落表
|
||
"""
|
||
id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid7, editable=False, verbose_name="主键id")
|
||
document = models.ForeignKey(Document, on_delete=models.DO_NOTHING, db_constraint=False)
|
||
knowledge = models.ForeignKey(Knowledge, on_delete=models.DO_NOTHING)
|
||
content = models.CharField(max_length=102400, verbose_name="段落内容")
|
||
title = models.CharField(max_length=256, verbose_name="标题", default="", db_index=True)
|
||
status = models.CharField(verbose_name='状态', max_length=20, default=get_default_status, db_index=True)
|
||
status_meta = models.JSONField(verbose_name="状态数据", default=default_status_meta)
|
||
hit_num = models.IntegerField(verbose_name="命中次数", default=0)
|
||
is_active = models.BooleanField(default=True, db_index=True)
|
||
position = models.IntegerField(verbose_name="段落顺序", default=0, db_index=True)
|
||
chunks = ArrayField(verbose_name="块", base_field=models.CharField(), default=list)
|
||
|
||
class Meta:
|
||
db_table = "paragraph"
|
||
|
||
|
||
class Problem(AppModelMixin):
|
||
"""
|
||
问题表
|
||
"""
|
||
id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid7, editable=False, verbose_name="主键id")
|
||
knowledge = models.ForeignKey(Knowledge, on_delete=models.DO_NOTHING, db_constraint=False)
|
||
content = models.CharField(max_length=256, verbose_name="问题内容", db_index=True)
|
||
hit_num = models.IntegerField(verbose_name="命中次数", default=0)
|
||
|
||
class Meta:
|
||
db_table = "problem"
|
||
|
||
|
||
class ProblemParagraphMapping(AppModelMixin):
|
||
id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid7, editable=False, verbose_name="主键id")
|
||
knowledge = models.ForeignKey(Knowledge, on_delete=models.DO_NOTHING, db_constraint=False)
|
||
document = models.ForeignKey(Document, on_delete=models.DO_NOTHING, db_constraint=False)
|
||
problem = models.ForeignKey(Problem, on_delete=models.DO_NOTHING, db_constraint=False)
|
||
paragraph = models.ForeignKey(Paragraph, on_delete=models.DO_NOTHING, db_constraint=False)
|
||
|
||
class Meta:
|
||
db_table = "problem_paragraph_mapping"
|
||
|
||
|
||
class SourceType(models.IntegerChoices):
|
||
"""订单类型"""
|
||
PROBLEM = 0, '问题'
|
||
PARAGRAPH = 1, '段落'
|
||
TITLE = 2, '标题'
|
||
|
||
|
||
class SearchMode(models.TextChoices):
|
||
embedding = 'embedding'
|
||
keywords = 'keywords'
|
||
blend = 'blend'
|
||
|
||
|
||
class FileSourceType(models.TextChoices):
|
||
# 知识库 跟随知识库被删除而被删除 source_id 为知识库id
|
||
KNOWLEDGE = "KNOWLEDGE"
|
||
# 应用 跟随应用被删除而被删除 source_id 为应用id
|
||
APPLICATION = "APPLICATION"
|
||
# 工具 跟随工具被删除而被删除 source_id 为应用id
|
||
TOOL = "TOOL"
|
||
# 文档
|
||
DOCUMENT = "DOCUMENT"
|
||
# 对话
|
||
CHAT = "CHAT"
|
||
SYSTEM = "SYSTEM"
|
||
# 临时30分钟 数据30分钟后被清理 source_id 为TEMPORARY_30_MINUTE
|
||
TEMPORARY_30_MINUTE = "TEMPORARY_30_MINUTE"
|
||
# 临时120分钟 数据120分钟后被清理 source_id为TEMPORARY_100_MINUTE
|
||
TEMPORARY_120_MINUTE = "TEMPORARY_120_MINUTE"
|
||
# 临时1天 数据1天后被清理 source_id为TEMPORARY_1_DAY
|
||
TEMPORARY_1_DAY = "TEMPORARY_1_DAY"
|
||
|
||
|
||
class VectorField(models.Field):
|
||
def db_type(self, connection):
|
||
return 'vector'
|
||
|
||
|
||
class Embedding(models.Model):
|
||
id = models.CharField(max_length=128, primary_key=True, verbose_name="主键id")
|
||
source_id = models.CharField(max_length=128, verbose_name="资源id", db_index=True)
|
||
source_type = models.CharField(verbose_name='资源类型', max_length=5, choices=SourceType.choices,
|
||
default=SourceType.PROBLEM, db_index=True)
|
||
is_active = models.BooleanField(verbose_name="是否可用", max_length=1, default=True)
|
||
knowledge = models.ForeignKey(Knowledge, on_delete=models.DO_NOTHING, verbose_name="文档关联", db_constraint=False)
|
||
document = models.ForeignKey(Document, on_delete=models.DO_NOTHING, verbose_name="文档关联", db_constraint=False)
|
||
paragraph = models.ForeignKey(Paragraph, on_delete=models.DO_NOTHING, verbose_name="段落关联", db_constraint=False)
|
||
embedding = VectorField(verbose_name="向量")
|
||
search_vector = SearchVectorField(verbose_name="分词", default="")
|
||
meta = models.JSONField(verbose_name="元数据", default=dict)
|
||
|
||
class Meta:
|
||
db_table = "embedding"
|
||
|
||
|
||
class File(AppModelMixin):
|
||
id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid7, editable=False, verbose_name="主键id")
|
||
file_name = models.CharField(max_length=256, verbose_name="文件名称", default="")
|
||
file_size = models.IntegerField(verbose_name="文件大小", default=0)
|
||
sha256_hash = models.CharField(verbose_name="文件sha256_hash标识", default="")
|
||
source_type = models.CharField(verbose_name="资源类型", choices=FileSourceType,
|
||
default=FileSourceType.TEMPORARY_120_MINUTE.value, db_index=True)
|
||
source_id = models.CharField(verbose_name="资源id", default=FileSourceType.TEMPORARY_120_MINUTE.value,
|
||
db_index=True)
|
||
loid = models.IntegerField(verbose_name="loid")
|
||
meta = models.JSONField(verbose_name="文件关联数据", default=dict)
|
||
|
||
class Meta:
|
||
db_table = "file"
|
||
|
||
def save(self, bytea=None, force_insert=False, force_update=False, using=None, update_fields=None):
|
||
if bytea is None:
|
||
raise ValueError("bytea参数不能为空")
|
||
|
||
sha256_hash = get_sha256_hash(bytea)
|
||
|
||
existing_file = QuerySet(File).filter(sha256_hash=sha256_hash).first()
|
||
if existing_file:
|
||
self.loid = existing_file.loid
|
||
return super().save()
|
||
|
||
compressed_data = self._compress_data(bytea)
|
||
|
||
self.loid = self._create_large_object()
|
||
|
||
self._write_compressed_data(compressed_data)
|
||
|
||
# 调用父类保存
|
||
return super().save()
|
||
|
||
def _compress_data(self, data, compression_level=9):
|
||
"""压缩数据到内存"""
|
||
buffer = io.BytesIO()
|
||
with zipfile.ZipFile(buffer, 'w', zipfile.ZIP_DEFLATED) as zip_file:
|
||
zipinfo = zipfile.ZipInfo(self.file_name)
|
||
zipinfo.compress_type = zipfile.ZIP_DEFLATED
|
||
zip_file.writestr(zipinfo, data, compresslevel=compression_level)
|
||
|
||
return buffer.getvalue()
|
||
|
||
def _create_large_object(self):
|
||
result = select_one("SELECT lo_creat(-1)::int8 as lo_id;", [])
|
||
return result['lo_id']
|
||
|
||
def _write_compressed_data(self, data, block_size=64 * 1024):
|
||
buffer = io.BytesIO(data)
|
||
offset = 0
|
||
|
||
while True:
|
||
chunk = buffer.read(block_size)
|
||
if not chunk:
|
||
break
|
||
|
||
offset += len(chunk)
|
||
select_one(
|
||
"SELECT lo_put(%s::oid, %s::bigint, %s::bytea)::VARCHAR;",
|
||
[self.loid, offset - len(chunk), chunk]
|
||
)
|
||
|
||
def get_bytes(self):
|
||
buffer = io.BytesIO()
|
||
for chunk in self.get_bytes_stream():
|
||
buffer.write(chunk)
|
||
try:
|
||
# 解压数据
|
||
with zipfile.ZipFile(buffer) as zip_file:
|
||
return zip_file.read(self.file_name)
|
||
except Exception as e:
|
||
# 如果数据不是zip格式，直接返回原始数据
|
||
return buffer.getvalue()
|
||
|
||
def get_bytes_stream(self, start=0, end=None, chunk_size=64 * 1024):
|
||
def _read_with_offset():
|
||
offset = start
|
||
while True:
|
||
result = select_one(
|
||
"SELECT lo_get(%s::oid, %s, %s) as chunk",
|
||
[self.loid, offset, end - offset if end and (end - offset) < chunk_size else chunk_size]
|
||
)
|
||
chunk = result['chunk'] if result else None
|
||
if not chunk:
|
||
break
|
||
yield chunk
|
||
offset += len(chunk)
|
||
if len(chunk) < chunk_size:
|
||
break
|
||
if end and offset > end:
|
||
break
|
||
|
||
return _read_with_offset()
|
||
|
||
|
||
@receiver(pre_delete, sender=File)
|
||
def on_delete_file(sender, instance, **kwargs):
|
||
exist = QuerySet(File).filter(loid=instance.loid).exclude(id=instance.id).exists()
|
||
if not exist:
|
||
select_one(f'SELECT lo_unlink({instance.loid})', [])
|